{"id":"https://openalex.org/W2119222828","doi":"https://doi.org/10.1186/1758-2946-6-30","title":"Estimation of diffusion coefficients from voltammetric signals by support vector and gaussian process regression","display_name":"Estimation of diffusion coefficients from voltammetric signals by support vector and gaussian process regression","publication_year":2014,"publication_date":"2014-05-28","ids":{"openalex":"https://openalex.org/W2119222828","doi":"https://doi.org/10.1186/1758-2946-6-30","mag":"2119222828","pmid":"https://pubmed.ncbi.nlm.nih.gov/24987463"},"language":"en","primary_location":{"id":"doi:10.1186/1758-2946-6-30","is_oa":true,"landing_page_url":"https://doi.org/10.1186/1758-2946-6-30","pdf_url":"https://jcheminf.biomedcentral.com/counter/pdf/10.1186/1758-2946-6-30","source":{"id":"https://openalex.org/S180838163","display_name":"Journal of Cheminformatics","issn_l":"1758-2946","issn":["1758-2946"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310320256","host_organization_name":"BioMed Central","host_organization_lineage":["https://openalex.org/P4310320256","https://openalex.org/P4310319965"],"host_organization_lineage_names":["BioMed Central","Springer Nature"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Journal of Cheminformatics","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj","pubmed"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://jcheminf.biomedcentral.com/counter/pdf/10.1186/1758-2946-6-30","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5008688775","display_name":"Martin Bogdan","orcid":"https://orcid.org/0000-0002-6455-127X"},"institutions":[{"id":"https://openalex.org/I8087733","display_name":"University of T\u00fcbingen","ror":"https://ror.org/03a1kwz48","country_code":"DE","type":"education","lineage":["https://openalex.org/I8087733"]},{"id":"https://openalex.org/I147765834","display_name":"Leipzig University of Applied Sciences","ror":"https://ror.org/03xgcq477","country_code":"DE","type":"education","lineage":["https://openalex.org/I147765834"]},{"id":"https://openalex.org/I926574661","display_name":"Leipzig University","ror":"https://ror.org/03s7gtk40","country_code":"DE","type":"education","lineage":["https://openalex.org/I926574661"]}],"countries":["DE"],"is_corresponding":true,"raw_author_name":"Martin Bogdan","raw_affiliation_strings":["Technische Informatik, Universit\u00e4t T\u00fcbingen, Sand 13, D-72076 T\u00fcbingen, Germany ; Present address: Technische Informatik, Universit\u00e4t Leipzig, Augustusplatz 10, D-04109 Leipzig, Germany","Technische Informatik, Universit\u00e4t Leipzig, Leipzig, Germany","Technische Informatik, Universit\u00e4t T\u00fcbingen, T\u00fcbingen, Germany"],"affiliations":[{"raw_affiliation_string":"Technische Informatik, Universit\u00e4t T\u00fcbingen, Sand 13, D-72076 T\u00fcbingen, Germany ; Present address: Technische Informatik, Universit\u00e4t Leipzig, Augustusplatz 10, D-04109 Leipzig, Germany","institution_ids":[]},{"raw_affiliation_string":"Technische Informatik, Universit\u00e4t Leipzig, Leipzig, Germany","institution_ids":["https://openalex.org/I147765834","https://openalex.org/I926574661"]},{"raw_affiliation_string":"Technische Informatik, Universit\u00e4t T\u00fcbingen, T\u00fcbingen, Germany","institution_ids":["https://openalex.org/I8087733"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5051291986","display_name":"Dominik Br\u00fcgger","orcid":"https://orcid.org/0000-0001-9837-6652"},"institutions":[{"id":"https://openalex.org/I8087733","display_name":"University of T\u00fcbingen","ror":"https://ror.org/03a1kwz48","country_code":"DE","type":"education","lineage":["https://openalex.org/I8087733"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Dominik Brugger","raw_affiliation_strings":["Technische Informatik, Universit\u00e4t T\u00fcbingen, Sand 13, D-72076 T\u00fcbingen, Germany","Technische Informatik, Universit\u00e4t T\u00fcbingen, T\u00fcbingen, Germany"],"affiliations":[{"raw_affiliation_string":"Technische Informatik, Universit\u00e4t T\u00fcbingen, Sand 13, D-72076 T\u00fcbingen, Germany","institution_ids":["https://openalex.org/I8087733"]},{"raw_affiliation_string":"Technische Informatik, Universit\u00e4t T\u00fcbingen, T\u00fcbingen, Germany","institution_ids":["https://openalex.org/I8087733"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5087076980","display_name":"Wolfgang Rosenstiel","orcid":null},"institutions":[{"id":"https://openalex.org/I8087733","display_name":"University of T\u00fcbingen","ror":"https://ror.org/03a1kwz48","country_code":"DE","type":"education","lineage":["https://openalex.org/I8087733"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Wolfgang Rosenstiel","raw_affiliation_strings":["Technische Informatik, Universit\u00e4t T\u00fcbingen, Sand 13, D-72076 T\u00fcbingen, Germany","Technische Informatik, Universit\u00e4t T\u00fcbingen, T\u00fcbingen, Germany"],"affiliations":[{"raw_affiliation_string":"Technische Informatik, Universit\u00e4t T\u00fcbingen, Sand 13, D-72076 T\u00fcbingen, Germany","institution_ids":["https://openalex.org/I8087733"]},{"raw_affiliation_string":"Technische Informatik, Universit\u00e4t T\u00fcbingen, T\u00fcbingen, Germany","institution_ids":["https://openalex.org/I8087733"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5056208894","display_name":"Bernd Speiser","orcid":"https://orcid.org/0000-0001-5111-8314"},"institutions":[{"id":"https://openalex.org/I8087733","display_name":"University of T\u00fcbingen","ror":"https://ror.org/03a1kwz48","country_code":"DE","type":"education","lineage":["https://openalex.org/I8087733"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Bernd Speiser","raw_affiliation_strings":["Institut f\u00fcr Organische Chemie, Universit\u00e4t T\u00fcbingen, Auf der Morgenstelle 18, D-72076 T\u00fcbingen, Germany","\u2021Institut f\u00fcr Organische Chemie, Universit\u00e4t T\u00fcbingen, T\u00fcbingen, Germany"],"affiliations":[{"raw_affiliation_string":"Institut f\u00fcr Organische Chemie, Universit\u00e4t T\u00fcbingen, Auf der Morgenstelle 18, D-72076 T\u00fcbingen, Germany","institution_ids":["https://openalex.org/I8087733"]},{"raw_affiliation_string":"\u2021Institut f\u00fcr Organische Chemie, Universit\u00e4t T\u00fcbingen, T\u00fcbingen, Germany","institution_ids":["https://openalex.org/I8087733"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":4,"corresponding_author_ids":["https://openalex.org/A5008688775"],"corresponding_institution_ids":["https://openalex.org/I147765834","https://openalex.org/I8087733","https://openalex.org/I926574661"],"apc_list":{"value":1290,"currency":"GBP","value_usd":1582},"apc_paid":{"value":1281,"currency":"EUR","value_usd":1381},"fwci":1.1784,"has_fulltext":true,"cited_by_count":31,"citation_normalized_percentile":{"value":0.75653775,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":98},"biblio":{"volume":"6","issue":"1","first_page":"30","last_page":"30"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11434","display_name":"Electrochemical Analysis and Applications","score":0.9998999834060669,"subfield":{"id":"https://openalex.org/subfields/1603","display_name":"Electrochemistry"},"field":{"id":"https://openalex.org/fields/16","display_name":"Chemistry"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},"topics":[{"id":"https://openalex.org/T11434","display_name":"Electrochemical Analysis and Applications","score":0.9998999834060669,"subfield":{"id":"https://openalex.org/subfields/1603","display_name":"Electrochemistry"},"field":{"id":"https://openalex.org/fields/16","display_name":"Chemistry"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T11667","display_name":"Advanced Chemical Sensor Technologies","score":0.9952999949455261,"subfield":{"id":"https://openalex.org/subfields/2204","display_name":"Biomedical Engineering"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T10660","display_name":"Conducting polymers and applications","score":0.9905999898910522,"subfield":{"id":"https://openalex.org/subfields/2507","display_name":"Polymers and Plastics"},"field":{"id":"https://openalex.org/fields/25","display_name":"Materials Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/kriging","display_name":"Kriging","score":0.6845338344573975},{"id":"https://openalex.org/keywords/support-vector-machine","display_name":"Support vector machine","score":0.5377099514007568},{"id":"https://openalex.org/keywords/diffusion","display_name":"Diffusion","score":0.5242705345153809},{"id":"https://openalex.org/keywords/covariance","display_name":"Covariance","score":0.5174527764320374},{"id":"https://openalex.org/keywords/principal-component-regression","display_name":"Principal component regression","score":0.497332364320755},{"id":"https://openalex.org/keywords/regression","display_name":"Regression","score":0.4765791893005371},{"id":"https://openalex.org/keywords/nonlinear-regression","display_name":"Nonlinear regression","score":0.4651205539703369},{"id":"https://openalex.org/keywords/linear-regression","display_name":"Linear regression","score":0.4559727907180786},{"id":"https://openalex.org/keywords/principal-component-analysis","display_name":"Principal component analysis","score":0.4521680772304535},{"id":"https://openalex.org/keywords/regression-analysis","display_name":"Regression analysis","score":0.44950616359710693},{"id":"https://openalex.org/keywords/gaussian-process","display_name":"Gaussian process","score":0.43589216470718384},{"id":"https://openalex.org/keywords/kernel","display_name":"Kernel (algebra)","score":0.4187551736831665},{"id":"https://openalex.org/keywords/gaussian","display_name":"Gaussian","score":0.4057883322238922},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.39902034401893616},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.38249772787094116},{"id":"https://openalex.org/keywords/algorithm","display_name":"Algorithm","score":0.36643186211586},{"id":"https://openalex.org/keywords/statistics","display_name":"Statistics","score":0.33879607915878296},{"id":"https://openalex.org/keywords/chemistry","display_name":"Chemistry","score":0.2104322910308838},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.1991281807422638},{"id":"https://openalex.org/keywords/physics","display_name":"Physics","score":0.08774715662002563}],"concepts":[{"id":"https://openalex.org/C81692654","wikidata":"https://www.wikidata.org/wiki/Q225926","display_name":"Kriging","level":2,"score":0.6845338344573975},{"id":"https://openalex.org/C12267149","wikidata":"https://www.wikidata.org/wiki/Q282453","display_name":"Support vector machine","level":2,"score":0.5377099514007568},{"id":"https://openalex.org/C69357855","wikidata":"https://www.wikidata.org/wiki/Q163214","display_name":"Diffusion","level":2,"score":0.5242705345153809},{"id":"https://openalex.org/C178650346","wikidata":"https://www.wikidata.org/wiki/Q201984","display_name":"Covariance","level":2,"score":0.5174527764320374},{"id":"https://openalex.org/C74887250","wikidata":"https://www.wikidata.org/wiki/Q3455892","display_name":"Principal component regression","level":3,"score":0.497332364320755},{"id":"https://openalex.org/C83546350","wikidata":"https://www.wikidata.org/wiki/Q1139051","display_name":"Regression","level":2,"score":0.4765791893005371},{"id":"https://openalex.org/C46889948","wikidata":"https://www.wikidata.org/wiki/Q2755024","display_name":"Nonlinear regression","level":3,"score":0.4651205539703369},{"id":"https://openalex.org/C48921125","wikidata":"https://www.wikidata.org/wiki/Q10861030","display_name":"Linear regression","level":2,"score":0.4559727907180786},{"id":"https://openalex.org/C27438332","wikidata":"https://www.wikidata.org/wiki/Q2873","display_name":"Principal component analysis","level":2,"score":0.4521680772304535},{"id":"https://openalex.org/C152877465","wikidata":"https://www.wikidata.org/wiki/Q208042","display_name":"Regression analysis","level":2,"score":0.44950616359710693},{"id":"https://openalex.org/C61326573","wikidata":"https://www.wikidata.org/wiki/Q1496376","display_name":"Gaussian process","level":3,"score":0.43589216470718384},{"id":"https://openalex.org/C74193536","wikidata":"https://www.wikidata.org/wiki/Q574844","display_name":"Kernel (algebra)","level":2,"score":0.4187551736831665},{"id":"https://openalex.org/C163716315","wikidata":"https://www.wikidata.org/wiki/Q901177","display_name":"Gaussian","level":2,"score":0.4057883322238922},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.39902034401893616},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.38249772787094116},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.36643186211586},{"id":"https://openalex.org/C105795698","wikidata":"https://www.wikidata.org/wiki/Q12483","display_name":"Statistics","level":1,"score":0.33879607915878296},{"id":"https://openalex.org/C185592680","wikidata":"https://www.wikidata.org/wiki/Q2329","display_name":"Chemistry","level":0,"score":0.2104322910308838},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.1991281807422638},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.08774715662002563},{"id":"https://openalex.org/C147597530","wikidata":"https://www.wikidata.org/wiki/Q369472","display_name":"Computational chemistry","level":1,"score":0.0},{"id":"https://openalex.org/C114614502","wikidata":"https://www.wikidata.org/wiki/Q76592","display_name":"Combinatorics","level":1,"score":0.0},{"id":"https://openalex.org/C97355855","wikidata":"https://www.wikidata.org/wiki/Q11473","display_name":"Thermodynamics","level":1,"score":0.0}],"mesh":[],"locations_count":3,"locations":[{"id":"doi:10.1186/1758-2946-6-30","is_oa":true,"landing_page_url":"https://doi.org/10.1186/1758-2946-6-30","pdf_url":"https://jcheminf.biomedcentral.com/counter/pdf/10.1186/1758-2946-6-30","source":{"id":"https://openalex.org/S180838163","display_name":"Journal of Cheminformatics","issn_l":"1758-2946","issn":["1758-2946"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310320256","host_organization_name":"BioMed Central","host_organization_lineage":["https://openalex.org/P4310320256","https://openalex.org/P4310319965"],"host_organization_lineage_names":["BioMed Central","Springer Nature"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Journal of Cheminformatics","raw_type":"journal-article"},{"id":"pmid:24987463","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/24987463","pdf_url":null,"source":{"id":"https://openalex.org/S4306525036","display_name":"PubMed","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I1299303238","host_organization_name":"National Institutes of Health","host_organization_lineage":["https://openalex.org/I1299303238"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Journal of cheminformatics","raw_type":null},{"id":"pmh:oai:pubmedcentral.nih.gov:4074154","is_oa":true,"landing_page_url":"https://www.ncbi.nlm.nih.gov/pmc/articles/4074154","pdf_url":null,"source":{"id":"https://openalex.org/S2764455111","display_name":"PubMed Central","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I1299303238","host_organization_name":"National Institutes of Health","host_organization_lineage":["https://openalex.org/I1299303238"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"J Cheminform","raw_type":"Text"}],"best_oa_location":{"id":"doi:10.1186/1758-2946-6-30","is_oa":true,"landing_page_url":"https://doi.org/10.1186/1758-2946-6-30","pdf_url":"https://jcheminf.biomedcentral.com/counter/pdf/10.1186/1758-2946-6-30","source":{"id":"https://openalex.org/S180838163","display_name":"Journal of Cheminformatics","issn_l":"1758-2946","issn":["1758-2946"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310320256","host_organization_name":"BioMed Central","host_organization_lineage":["https://openalex.org/P4310320256","https://openalex.org/P4310319965"],"host_organization_lineage_names":["BioMed Central","Springer Nature"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Journal of Cheminformatics","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[],"funders":[{"id":"https://openalex.org/F4320320879","display_name":"Deutsche Forschungsgemeinschaft","ror":"https://ror.org/018mejw64"}],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W2119222828.pdf","grobid_xml":"https://content.openalex.org/works/W2119222828.grobid-xml"},"referenced_works_count":60,"referenced_works":["https://openalex.org/W9320750","https://openalex.org/W53268054","https://openalex.org/W121743854","https://openalex.org/W163538208","https://openalex.org/W222952596","https://openalex.org/W654052671","https://openalex.org/W1507985183","https://openalex.org/W1571568224","https://openalex.org/W1583837637","https://openalex.org/W1746819321","https://openalex.org/W1755117326","https://openalex.org/W1963718958","https://openalex.org/W1968225287","https://openalex.org/W1968496011","https://openalex.org/W1968626194","https://openalex.org/W1975282620","https://openalex.org/W1977691243","https://openalex.org/W1979909858","https://openalex.org/W1981745143","https://openalex.org/W1986280275","https://openalex.org/W1988975411","https://openalex.org/W1989332770","https://openalex.org/W1989639612","https://openalex.org/W2002355073","https://openalex.org/W2005860252","https://openalex.org/W2010794462","https://openalex.org/W2017237924","https://openalex.org/W2025345105","https://openalex.org/W2026165966","https://openalex.org/W2027582332","https://openalex.org/W2031045189","https://openalex.org/W2031274550","https://openalex.org/W2035072927","https://openalex.org/W2041301556","https://openalex.org/W2045256553","https://openalex.org/W2064816673","https://openalex.org/W2071082055","https://openalex.org/W2074461191","https://openalex.org/W2087490570","https://openalex.org/W2101656718","https://openalex.org/W2106634118","https://openalex.org/W2106701503","https://openalex.org/W2107275319","https://openalex.org/W2109534047","https://openalex.org/W2115900558","https://openalex.org/W2119004102","https://openalex.org/W2121378297","https://openalex.org/W2130956143","https://openalex.org/W2138394631","https://openalex.org/W2140196823","https://openalex.org/W2147898188","https://openalex.org/W2148231108","https://openalex.org/W2152037342","https://openalex.org/W2163738880","https://openalex.org/W2164595731","https://openalex.org/W2983472284","https://openalex.org/W3119651796","https://openalex.org/W3150545588","https://openalex.org/W4211049957","https://openalex.org/W4285719527"],"related_works":["https://openalex.org/W68270263","https://openalex.org/W4300066510","https://openalex.org/W2056958800","https://openalex.org/W566010457","https://openalex.org/W2600092203","https://openalex.org/W4311388919","https://openalex.org/W2803685231","https://openalex.org/W4293503520","https://openalex.org/W3134152097","https://openalex.org/W2966696655"],"abstract_inverted_index":{"Estimated":[0],"diffusion":[1],"coefficients":[2],"closely":[3],"matched":[4],"the":[5,9,15,23,33,40],"values":[6],"determined":[7],"by":[8],"parameter":[10],"fitting":[11],"method,":[12],"but":[13],"reduced":[14],"required":[16],"computational":[17],"time":[18],"considerably":[19],"for":[20],"one":[21],"of":[22,29,43],"reaction":[24],"mechanisms.":[25],"The":[26],"automated":[27],"processing":[28],"voltammograms":[30],"according":[31],"to":[32],"regression":[34],"algorithms":[35],"yields":[36],"better":[37],"results":[38],"than":[39],"conventional":[41],"analysis":[42],"peak-related":[44],"data.":[45]},"counts_by_year":[{"year":2025,"cited_by_count":2},{"year":2024,"cited_by_count":4},{"year":2023,"cited_by_count":1},{"year":2022,"cited_by_count":4},{"year":2021,"cited_by_count":2},{"year":2020,"cited_by_count":3},{"year":2019,"cited_by_count":5},{"year":2018,"cited_by_count":3},{"year":2017,"cited_by_count":3},{"year":2016,"cited_by_count":1},{"year":2015,"cited_by_count":3}],"updated_date":"2026-03-20T23:20:44.827607","created_date":"2025-10-10T00:00:00"}